Abstract: A multivariate digital separation of classes and display device and method for generating pictures of data set comprised of points in hyperspace. An input device may include a keyboard, a laboratory instrument such as a mass spectrometer, a reader of computer readable medium, or a network interface device. An output device may include a monitor used in conjunction with either a 2D or 3D printer or both. A computer processor receives data from the input device and performs a series of steps to create a 2D or 3D image of the pairs-hyperspace of all pairs of classes in data set. The resulting image is then produced in a non-transitory medium by at least one of the output devices. The processor steps include the use of maximizing the degree of separation between all classes in the data set as well as transformation of separated data points of all classes into pairs-hyperspace.

Abstract: A multivariate digital camera device and method for generating pictures of datasets comprised of points in hyperspace is provided. The invention may be embodied in an input device, a computer processor, and an output device. The input device may be a keyboard, a laboratory instrument such as a mass spectrometer, a reader of computer readable medium, or a network interface device. The output device may be a monitor used in conjunction with either a 2D or 3D printer or both. The computer processor receives data from the input device and performs a series of steps to create a 2D or 3D image of the hyperspace object. The resulting image is then produced in a non-transitory medium by at least one of the output devices. The processor steps include the use of a maximum distance method in which distances and angles information from the points in the hyperspace dataset are preserved to produce a more picture-like quality.